{"id":"https://openalex.org/W2806482827","doi":"https://doi.org/10.1109/isbi.2018.8363635","title":"Predicting progressions of cognitive outcomes via high-order multi-modal multi-task feature learning","display_name":"Predicting progressions of cognitive outcomes via high-order multi-modal multi-task feature learning","publication_year":2018,"publication_date":"2018-04-01","ids":{"openalex":"https://openalex.org/W2806482827","doi":"https://doi.org/10.1109/isbi.2018.8363635","mag":"2806482827"},"language":"en","primary_location":{"id":"doi:10.1109/isbi.2018.8363635","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2018.8363635","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079694111","display_name":"Lyujian Lu","orcid":"https://orcid.org/0000-0001-8171-7764"},"institutions":[{"id":"https://openalex.org/I167576493","display_name":"Colorado School of Mines","ror":"https://ror.org/04raf6v53","country_code":"US","type":"education","lineage":["https://openalex.org/I167576493"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lyujian Lu","raw_affiliation_strings":["Department of Computer Science, Colorado School of Mines, Golden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Colorado School of Mines, Golden","institution_ids":["https://openalex.org/I167576493"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100403969","display_name":"Hua Wang","orcid":"https://orcid.org/0000-0002-8465-0996"},"institutions":[{"id":"https://openalex.org/I167576493","display_name":"Colorado School of Mines","ror":"https://ror.org/04raf6v53","country_code":"US","type":"education","lineage":["https://openalex.org/I167576493"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hua Wang","raw_affiliation_strings":["Department of Computer Science, Colorado School of Mines, Golden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Colorado School of Mines, Golden","institution_ids":["https://openalex.org/I167576493"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072900720","display_name":"Xiaohui Yao","orcid":"https://orcid.org/0000-0002-8530-7989"},"institutions":[{"id":"https://openalex.org/I592451","display_name":"Indiana University","ror":"https://ror.org/01kg8sb98","country_code":"US","type":"education","lineage":["https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaohui Yao","raw_affiliation_strings":["Radiology and Imaging Sciences, Indiana University, IN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Radiology and Imaging Sciences, Indiana University, IN","institution_ids":["https://openalex.org/I592451"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018610871","display_name":"Shannon L. Risacher","orcid":"https://orcid.org/0000-0002-3304-7943"},"institutions":[{"id":"https://openalex.org/I592451","display_name":"Indiana University","ror":"https://ror.org/01kg8sb98","country_code":"US","type":"education","lineage":["https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shannon Risacher","raw_affiliation_strings":["Radiology and Imaging Sciences, Indiana University, IN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Radiology and Imaging Sciences, Indiana University, IN","institution_ids":["https://openalex.org/I592451"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026257338","display_name":"Andrew J. Saykin","orcid":"https://orcid.org/0000-0002-1376-8532"},"institutions":[{"id":"https://openalex.org/I592451","display_name":"Indiana University","ror":"https://ror.org/01kg8sb98","country_code":"US","type":"education","lineage":["https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrew Saykin","raw_affiliation_strings":["Radiology and Imaging Sciences, Indiana University, IN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Radiology and Imaging Sciences, Indiana University, IN","institution_ids":["https://openalex.org/I592451"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100333320","display_name":"Li Shen","orcid":"https://orcid.org/0000-0002-5443-0503"},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Li Shen","raw_affiliation_strings":["Indiana University Bloomington, Bloomington, IN, US"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Indiana University Bloomington, Bloomington, IN, US","institution_ids":["https://openalex.org/I4210119109"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"545","last_page":"548"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.9922999739646912,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.9922999739646912,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11184","display_name":"Neonatal and fetal brain pathology","score":0.9904000163078308,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9894999861717224,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.7731419205665588},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7156056761741638},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6563358902931213},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6060547828674316},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5965011119842529},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5842109322547913},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.5775874853134155},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.5677119493484497},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.5332044959068298},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.5024921894073486},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.4404337704181671},{"id":"https://openalex.org/keywords/trajectory","display_name":"Trajectory","score":0.4336860775947571},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.42953312397003174},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.21244162321090698},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.12167692184448242}],"concepts":[{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.7731419205665588},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7156056761741638},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6563358902931213},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6060547828674316},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5965011119842529},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5842109322547913},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5775874853134155},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.5677119493484497},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.5332044959068298},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.5024921894073486},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.4404337704181671},{"id":"https://openalex.org/C13662910","wikidata":"https://www.wikidata.org/wiki/Q193139","display_name":"Trajectory","level":2,"score":0.4336860775947571},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.42953312397003174},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.21244162321090698},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.12167692184448242},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.0},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C11171543","wikidata":"https://www.wikidata.org/wiki/Q41630","display_name":"Psychoanalysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi.2018.8363635","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2018.8363635","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.5099999904632568}],"awards":[],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1499586235","https://openalex.org/W2098265084","https://openalex.org/W2105709960","https://openalex.org/W2135596338","https://openalex.org/W2147526465","https://openalex.org/W2154865814","https://openalex.org/W2157751286","https://openalex.org/W2160972508","https://openalex.org/W2165260680","https://openalex.org/W2606567126"],"related_works":["https://openalex.org/W73545470","https://openalex.org/W4224266612","https://openalex.org/W2383394264","https://openalex.org/W4320153225","https://openalex.org/W4293261942","https://openalex.org/W3125968744","https://openalex.org/W2167701463","https://openalex.org/W2110287964","https://openalex.org/W4307407935","https://openalex.org/W649759291"],"abstract_inverted_index":{"Many":[0],"existing":[1],"studies":[2,111],"on":[3,113],"complex":[4],"brain":[5],"disorders,":[6],"such":[7],"as":[8],"Alzheimer's":[9],"Disease,":[10],"usually":[11],"employed":[12],"regression":[13],"analysis":[14],"to":[15,20,34,58],"associate":[16],"the":[17,31,36,63,79,84,114,119,122],"neuroimaging":[18,65],"measures":[19,26,66],"cognitive":[21,39,69],"status.":[22],"However,":[23],"whether":[24],"these":[25],"in":[27,78,108],"multiple":[28],"modalities":[29],"have":[30,117],"predictive":[32],"power":[33],"infer":[35],"trajectory":[37],"of":[38,86,91,121],"performance":[40],"over":[41,94],"time":[42,95],"still":[43],"remain":[44],"under-explored.":[45],"In":[46],"this":[47],"paper,":[48],"we":[49],"propose":[50],"a":[51,88],"high-order":[52],"multi-modal":[53,101],"multi-mask":[54],"feature":[55],"learning":[56,81],"model":[57,82],"uncover":[59],"temporal":[60],"relationship":[61],"between":[62],"longitudinal":[64],"and":[67,96],"progressive":[68],"output":[70],"scores.":[71],"The":[72,104],"regularizations":[73],"through":[74],"sparsity-induced":[75],"norms":[76],"implemented":[77],"proposed":[80,123],"enable":[83],"selection":[85],"only":[87],"small":[89],"number":[90],"imaging":[92,102],"features":[93],"capture":[97],"modality":[98],"structures":[99],"for":[100],"markers.":[103],"promising":[105],"experimental":[106],"results":[107],"extensive":[109],"empirical":[110],"performed":[112],"ADNI":[115],"cohort":[116],"validated":[118],"effectiveness":[120],"method.":[124]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
